Uploaded April 2026 | Updated September 2026, 1 week ago
Talk by Karol Piekarski
socallinuxexpo.org/scale/23x/presentations/red-teaming-robot-practical-open-source-security-llms
As organizations rapidly integrate Large Language Models (LLMs), traditional WAFs and static analysis tools fail to catch probabilistic threats like prompt injection and jailbreaking. This session moves past theory into practical defense for engineers using LLMs. We will dissect the "AI Attack Surface" and demonstrate how to use open-source tools like Garak and PyRIT to automate Red Teaming. Attendees will learn architectural patterns for "Guardrails," methods to prevent "confused deputy" attacks, and techniques to verify model supply chain integrity. Leave with a blueprint for securing your AI workloads today.
Talk by Karol Piekarski
socallinuxexpo.org/scale/23x/presentations/red-teaming-robot-practical-open-source-security-llms
As organizations rapidly integrate Large Language Models (LLMs), traditional WAFs and static analysis tools fail to catch probabilistic threats like prompt injection and jailbreaking. This session moves past theory into practical defense for engineers using LLMs. We will dissect the "AI Attack Surface" and demonstrate how to use open-source tools like Garak and PyRIT to automate Red Teaming. Attendees will learn architectural patterns for "Guardrails," methods to prevent "confused deputy" attacks, and techniques to verify model supply chain integrity. Leave with a blueprint for securing your AI workloads today.
